Publications

On the Effect of Initialization: The Scaling Path of 2-Layer Neural Networks

S. J. Neumayer; L. Chizat; M. Unser 

Random matrix methods for high-dimensional machine learning models

Fundamental Limits in Statistical Learning Problems: Block Models and Neural Networks

On the symmetries in the dynamics of wide two-layer neural networks

K. Hajjar; L. Chizat 

Filtered data and eigenfunction estimators for statistical inference of multiscale and interacting diffusion processes

Loss landscape and symmetries in Neural Networks